{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## VAE Example\n",
    "\n",
    "This notebook demonstrates how to build a Variational Autoencoder (VAE) [1]. We will train a VAE to generate images of handwritten digits (0-9). The VAE will be built in CNN PyTorch and trained on the MNIST dataset [2].\n",
    "\n",
    "References:\n",
    "- [1] Kingma, Diederik P., and Max Welling. \"Auto-encoding variational bayes.\" arXiv preprint arXiv:1312.6114 (2013).\n",
    "- [2] LeCun, Yann, and Corinna Cortes. \"MNIST handwritten digit database.\" (2010)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "import numpy as np\n",
    "import torchvision\n",
    "import torchvision.transforms as transforms\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Model Architecture\n",
    "\n",
    "The VAE is a generative model that learns a latent variable model for its input data. The VAE is trained using a variational inference approach. The VAE is composed of two parts: an encoder and a decoder. The encoder learns a mapping from the input data to a latent space. The decoder learns a mapping from the latent space to the input data space. The encoder and decoder are trained jointly using the reparameterization trick [1]."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Encoder(nn.Module):\n",
    "    def __init__(self):\n",
    "        super(Encoder, self).__init__()\n",
    "        self.conv1 = nn.Conv2d(1, 32, kernel_size=3, stride=2, padding=1)\n",
    "        self.conv2 = nn.Conv2d(32, 64, kernel_size=3, stride=2, padding=1)\n",
    "        self.conv3 = nn.Conv2d(64, 128, kernel_size=3, stride=2, padding=1)\n",
    "        \n",
    "    def forward(self, x):\n",
    "        x = nn.functional.relu(self.conv1(x))\n",
    "        x = nn.functional.relu(self.conv2(x))\n",
    "        x = nn.functional.relu(self.conv3(x))\n",
    "        x = x.flatten(1)\n",
    "        return x\n",
    "\n",
    "class Decoder(nn.Module):\n",
    "    def __init__(self, latent_dim=2):\n",
    "        super(Decoder, self).__init__()\n",
    "        self.fc = nn.Linear(latent_dim, 128*4*4)\n",
    "        self.conv1 = nn.ConvTranspose2d(128, 64, kernel_size=3, stride=2, padding=1, output_padding=0)\n",
    "        self.conv2 = nn.ConvTranspose2d(64, 32, kernel_size=3, stride=2, padding=1, output_padding=1)\n",
    "        self.conv3 = nn.ConvTranspose2d(32, 1, kernel_size=3, stride=2, padding=1, output_padding=1)\n",
    "        \n",
    "    def forward(self, x):\n",
    "        x = self.fc(x)\n",
    "        x = x.view(-1, 128, 4, 4)\n",
    "        x = nn.functional.relu(self.conv1(x))\n",
    "        x = nn.functional.relu(self.conv2(x))\n",
    "        x = torch.sigmoid(self.conv3(x))\n",
    "        return x\n",
    "    \n",
    "\n",
    "class CNN_VAE(nn.Module):\n",
    "    def __init__(self, latent_dim=2):\n",
    "        super(CNN_VAE, self).__init__()\n",
    "        self.encoder = Encoder()\n",
    "        self.decoder = Decoder(latent_dim=latent_dim)\n",
    "        self.fc_mu = nn.Linear(128*4*4, latent_dim)\n",
    "        self.fc_logvar = nn.Linear(128*4*4, latent_dim)\n",
    "        \n",
    "    def encode(self, x):\n",
    "        x = self.encoder(x)\n",
    "        mu = self.fc_mu(x)\n",
    "        logvar = self.fc_logvar(x)\n",
    "        return mu, logvar\n",
    "    \n",
    "    def reparameterize(self, mu, logvar):\n",
    "        std = torch.exp(0.5 * logvar)\n",
    "        eps = torch.randn_like(std)\n",
    "        z = mu + eps * std\n",
    "        return z\n",
    "    \n",
    "    def decode(self, z):\n",
    "        return self.decoder(z)\n",
    "    \n",
    "    def forward(self, x):\n",
    "        mu, logvar = self.encode(x)\n",
    "        z = self.reparameterize(mu, logvar)\n",
    "        x_recon = self.decode(z)\n",
    "        return x_recon, mu, logvar\n",
    "    \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Model Training\n",
    "\n",
    "The VAE is trained on the MNIST dataset. The MNIST dataset consists of 60,000 training images and 10,000 test images. Each image is a 28x28 grayscale image of handwritten digits (0-9). The VAE is trained for 100 epochs with a batch size of 128. The Adam optimizer is used with a learning rate of 0.001. The VAE is trained on a single NVIDIA GPU."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CNN_VAE(\n",
      "  (encoder): Encoder(\n",
      "    (conv1): Conv2d(1, 32, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1))\n",
      "    (conv2): Conv2d(32, 64, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1))\n",
      "    (conv3): Conv2d(64, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1))\n",
      "  )\n",
      "  (decoder): Decoder(\n",
      "    (fc): Linear(in_features=2, out_features=2048, bias=True)\n",
      "    (conv1): ConvTranspose2d(128, 64, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1))\n",
      "    (conv2): ConvTranspose2d(64, 32, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), output_padding=(1, 1))\n",
      "    (conv3): ConvTranspose2d(32, 1, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), output_padding=(1, 1))\n",
      "  )\n",
      "  (fc_mu): Linear(in_features=2048, out_features=2, bias=True)\n",
      "  (fc_logvar): Linear(in_features=2048, out_features=2, bias=True)\n",
      ")\n",
      "Number of model parameters: 0.20 million\n",
      "Running on: cuda\n",
      "Epoch [1/30], Recon Loss: 0.061867, KL Loss: 0.003494, LR: 0.000997\n",
      "Epoch [2/30], Recon Loss: 0.049298, KL Loss: 0.004389, LR: 0.000989\n",
      "Epoch [3/30], Recon Loss: 0.046931, KL Loss: 0.004872, LR: 0.000976\n",
      "Epoch [4/30], Recon Loss: 0.045426, KL Loss: 0.005191, LR: 0.000957\n",
      "Epoch [5/30], Recon Loss: 0.044392, KL Loss: 0.005392, LR: 0.000933\n",
      "Epoch [6/30], Recon Loss: 0.043725, KL Loss: 0.005552, LR: 0.000905\n",
      "Epoch [7/30], Recon Loss: 0.043157, KL Loss: 0.005649, LR: 0.000872\n",
      "Epoch [8/30], Recon Loss: 0.042737, KL Loss: 0.005727, LR: 0.000835\n",
      "Epoch [9/30], Recon Loss: 0.042397, KL Loss: 0.005791, LR: 0.000794\n",
      "Epoch [10/30], Recon Loss: 0.042050, KL Loss: 0.005868, LR: 0.000750\n",
      "Epoch [11/30], Recon Loss: 0.041803, KL Loss: 0.005912, LR: 0.000703\n",
      "Epoch [12/30], Recon Loss: 0.041529, KL Loss: 0.005959, LR: 0.000655\n",
      "Epoch [13/30], Recon Loss: 0.041291, KL Loss: 0.006019, LR: 0.000604\n",
      "Epoch [14/30], Recon Loss: 0.041060, KL Loss: 0.006045, LR: 0.000552\n",
      "Epoch [15/30], Recon Loss: 0.040852, KL Loss: 0.006097, LR: 0.000500\n",
      "Epoch [16/30], Recon Loss: 0.040657, KL Loss: 0.006118, LR: 0.000448\n",
      "Epoch [17/30], Recon Loss: 0.040470, KL Loss: 0.006157, LR: 0.000396\n",
      "Epoch [18/30], Recon Loss: 0.040315, KL Loss: 0.006189, LR: 0.000345\n",
      "Epoch [19/30], Recon Loss: 0.040147, KL Loss: 0.006213, LR: 0.000297\n",
      "Epoch [20/30], Recon Loss: 0.039976, KL Loss: 0.006236, LR: 0.000250\n",
      "Epoch [21/30], Recon Loss: 0.039842, KL Loss: 0.006241, LR: 0.000206\n",
      "Epoch [22/30], Recon Loss: 0.039722, KL Loss: 0.006278, LR: 0.000165\n",
      "Epoch [23/30], Recon Loss: 0.039603, KL Loss: 0.006280, LR: 0.000128\n",
      "Epoch [24/30], Recon Loss: 0.039520, KL Loss: 0.006306, LR: 0.000095\n",
      "Epoch [25/30], Recon Loss: 0.039422, KL Loss: 0.006335, LR: 0.000067\n",
      "Epoch [26/30], Recon Loss: 0.039351, KL Loss: 0.006327, LR: 0.000043\n",
      "Epoch [27/30], Recon Loss: 0.039299, KL Loss: 0.006345, LR: 0.000024\n",
      "Epoch [28/30], Recon Loss: 0.039261, KL Loss: 0.006343, LR: 0.000011\n",
      "Epoch [29/30], Recon Loss: 0.039230, KL Loss: 0.006344, LR: 0.000003\n",
      "Epoch [30/30], Recon Loss: 0.039199, KL Loss: 0.006363, LR: 0.000000\n"
     ]
    }
   ],
   "source": [
    "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n",
    "vae = CNN_VAE().to(device)\n",
    "\n",
    "print(vae)\n",
    "print(f\"Number of model parameters: {sum(p.numel() for p in vae.parameters())/1e6:.2f} million\")\n",
    "print(f\"Running on: {device}\")\n",
    "\n",
    "# Define the batch size for the dataloaders\n",
    "batch_size = 128\n",
    "\n",
    "# Load the MNIST train dataset\n",
    "train_dataset = torchvision.datasets.MNIST(root='~/data', \n",
    "                                           train=True, \n",
    "                                           download=True, \n",
    "                                           transform=transforms.ToTensor())\n",
    "\n",
    "# Create the train dataloader\n",
    "train_loader = torch.utils.data.DataLoader(train_dataset, \n",
    "                                           batch_size=batch_size, \n",
    "                                           shuffle=True)\n",
    "\n",
    "# Load the MNIST test dataset\n",
    "test_dataset = torchvision.datasets.MNIST(root='~/data', \n",
    "                                          train=False, \n",
    "                                          download=True, \n",
    "                                          transform=transforms.ToTensor())\n",
    "\n",
    "# Create the test dataloader\n",
    "test_loader = torch.utils.data.DataLoader(test_dataset, \n",
    "                                          batch_size=batch_size, \n",
    "                                          shuffle=False)\n",
    "\n",
    "# Set the number of epochs\n",
    "num_epochs = 30\n",
    "\n",
    "# Define the optimizer and the scheduler\n",
    "optimizer = torch.optim.Adam(vae.parameters(), lr=0.001)\n",
    "scheduler = torch.optim.lr_scheduler.CosineAnnealingLR(optimizer, T_max=num_epochs)\n",
    "\n",
    "# Set the model to training mode\n",
    "vae.train()\n",
    "\n",
    "acc_loss = []\n",
    "kl_losses = []\n",
    "recon_losses = []\n",
    "\n",
    "# Train the model for the specified number of epochs\n",
    "for epoch in range(num_epochs):\n",
    "    acc_loss = []\n",
    "    recon_losses = []\n",
    "    kl_losses = []\n",
    "    \n",
    "    # Iterate over the training data\n",
    "    for data in train_loader:\n",
    "        # Get the input data\n",
    "        img, _ = data\n",
    "        img = img.to(device)\n",
    "        img_size = img.shape[-1] * img.shape[-2]\n",
    "        batch_dim = img.shape[0]\n",
    "        \n",
    "        # Forward pass\n",
    "        recon, mu, logvar = vae(img)\n",
    "        \n",
    "        # Compute the reconstruction loss\n",
    "        loss = nn.MSELoss()(recon, img)\n",
    "        \n",
    "        # Compute the KL divergence loss\n",
    "        kl_loss = -0.5 * torch.sum(1 + logvar - mu.pow(2) - logvar.exp())\n",
    "        # Normalize to per pixel\n",
    "        kl_loss /= (batch_dim * img_size)\n",
    " \n",
    "        # Add the reconstruction loss and KL divergence loss\n",
    "        total_loss = loss + kl_loss\n",
    "        \n",
    "        optimizer.zero_grad()\n",
    "        total_loss.backward()\n",
    "        optimizer.step()\n",
    "        \n",
    "        acc_loss.append(total_loss.item())\n",
    "        recon_losses.append(loss.item())\n",
    "        kl_losses.append(kl_loss.item())\n",
    "        \n",
    "    scheduler.step()\n",
    "    \n",
    "    # Print the loss and current learning rate for each epoch\n",
    "    print('Epoch [{}/{}], Recon Loss: {:.6f}, KL Loss: {:.6f}, LR: {:.6f}'.format(epoch+1, num_epochs, np.mean(recon_losses), np.mean(kl_losses), optimizer.param_groups[0]['lr']))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Model Testing\n",
    "\n",
    "The VAE is tested on the MNIST test dataset. The VAE is able to generate images of handwritten digits (0-9). The VAE is able to generate images of handwritten digits that are similar to the MNIST test dataset.\n",
    "\n",
    "Note that due the sampling of the latent space, the VAE is able to generate images of handwritten digits that are not in the MNIST dataset or only near the input latent space. The VAE is not able to generate images of handwritten digits that are far from the input latent space."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x144 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Set the model to evaluation mode\n",
    "vae.eval()\n",
    "\n",
    "# Create empty lists to store the input images and decoded images\n",
    "input_images = []\n",
    "decoded_images = []\n",
    "\n",
    "with torch.no_grad():\n",
    "    # Iterate over the test dataloader\n",
    "    for data in test_loader:\n",
    "        # Get the input data\n",
    "        img, _ = data\n",
    "        img = img.to(device)\n",
    "\n",
    "        # Flatten the input data\n",
    "        # inputs = inputs.view(inputs.size(0), -1)\n",
    "\n",
    "        # Forward pass\n",
    "        recon_batch, _, _ = vae(img)\n",
    "\n",
    "        # Append the input and decoded images to the lists\n",
    "        input_images.append(img.detach().cpu().numpy())\n",
    "        decoded_images.append(recon_batch.detach().cpu().numpy())\n",
    "\n",
    "# Concatenate the input and decoded images\n",
    "input_images = np.concatenate(input_images)\n",
    "decoded_images = np.concatenate(decoded_images)\n",
    "\n",
    "# Reshape the images\n",
    "input_images = input_images.reshape(-1, 28, 28)\n",
    "decoded_images = decoded_images.reshape(-1, 28, 28)\n",
    "\n",
    "# Plot the input and decoded images\n",
    "fig, axes = plt.subplots(2, 10, figsize=(10, 2))\n",
    "\n",
    "for i in range(10):\n",
    "    axes[0, i].imshow(input_images[i], cmap='gray')\n",
    "    axes[0, i].axis('off')\n",
    "    \n",
    "    axes[1, i].imshow(decoded_images[i], cmap='gray')\n",
    "    axes[1, i].axis('off')\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Latent Space Plot\n",
    "\n",
    "The latent space of the VAE is plotted. The latent space is a 2D space. The latent space shows clustering of the handwritten digits (0-9). Same digits cluster together. Different digits are far apart. Notice the entire distribution forms a Gaussian distribution."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Set the model to evaluation mode\n",
    "vae.eval()\n",
    "\n",
    "# Get the latent dimension for the test split\n",
    "with torch.no_grad():\n",
    "    test_latent = []\n",
    "    for img, _ in test_dataset:\n",
    "        img = img.unsqueeze(0).to(device)\n",
    "        latent, _ = vae.encode(img)\n",
    "        test_latent.append(latent.cpu().numpy())\n",
    "    test_latent = np.concatenate(test_latent)\n",
    "\n",
    "# Plot the latent dimension\n",
    "plt.scatter(test_latent[:, 0], test_latent[:, 1], c=test_dataset.targets.numpy())\n",
    "plt.colorbar()\n",
    "plt.xlabel('Latent Dimension 1')\n",
    "plt.ylabel('Latent Dimension 2')\n",
    "plt.title('Encoder Latent Dimension for Test Split')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Digits Plot as a Function of Latent Space\n",
    "\n",
    "The VAE is able to generate images of handwritten digits (0-9) as a function of the latent space. The latent space is sampled from a Uniform Distribution centered a (0,0). The VAE is able to generate images of handwritten digits.\n",
    "\n",
    "This plot is the same as the above latent space plot except that the digits are plotted as a function of the latent space. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x720 with 1024 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "n_dim = 32\n",
    "\n",
    "latent_dim = torch.FloatTensor(n_dim*n_dim, 2).to(device)\n",
    "latent_dim[:, 0] = torch.linspace(-2, 2, n_dim).repeat(n_dim)\n",
    "latent_dim[:, 1] = torch.linspace(-2, 2, n_dim).unsqueeze(1).repeat(1, n_dim).view(-1)\n",
    "latent_dim = latent_dim.to(device)\n",
    "\n",
    "# Generate images from the decoder\n",
    "with torch.no_grad():\n",
    "    generated_images = vae.decoder(latent_dim)\n",
    "\n",
    "# Plot the images as a function of latent dim\n",
    "fig, axs = plt.subplots(n_dim, n_dim, figsize=(10, 10))\n",
    "for i in range(n_dim):\n",
    "    for j in range(n_dim):\n",
    "        axs[i, j].imshow(generated_images[i*n_dim+j].cpu().numpy().squeeze(), cmap='gray')\n",
    "        axs[i, j].axis('off')\n",
    "        \n",
    "fig.set_label('Generated Images')\n",
    "\n",
    "fig.text(0.5, 0.04, 'Latent Dimension 1', ha='center')\n",
    "fig.text(0.05, 0.5, 'Latent Dimension 2', va='center', rotation='vertical')\n",
    "\n",
    "plt.xlabel('Latent Dimension 1')\n",
    "\n",
    "plt.show()\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "fuyu",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
